{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A_sales</th>\n",
       "      <th>B_sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-04-01</th>\n",
       "      <td>686.797064</td>\n",
       "      <td>764.254181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-02</th>\n",
       "      <td>966.813133</td>\n",
       "      <td>226.783167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-03</th>\n",
       "      <td>620.483892</td>\n",
       "      <td>420.991218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-04</th>\n",
       "      <td>324.487808</td>\n",
       "      <td>431.739693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-05</th>\n",
       "      <td>209.680748</td>\n",
       "      <td>324.992253</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               A_sales     B_sales\n",
       "2020-04-01  686.797064  764.254181\n",
       "2020-04-02  966.813133  226.783167\n",
       "2020-04-03  620.483892  420.991218\n",
       "2020-04-04  324.487808  431.739693\n",
       "2020-04-05  209.680748  324.992253"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.DataFrame(np.random.rand(30,2)*1000 ,columns=[\"A_sales\", \"B_sales\"], index = pd.period_range(\"20200401\",\"20200430\"))\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xbdaa5c0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[\"A_sales\"].plot()\n",
    "data[\"B_sales\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd2df0f0>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[\"A_sales\"].plot(kind=\"bar\",color=\"b\",width=0.25)\n",
    "data[\"B_sales\"].plot(kind=\"bar\",color=\"r\",width=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0xf518b70>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(len(data))\n",
    "y_A = data[\"A_sales\"]\n",
    "y_B = data[\"B_sales\"]\n",
    "\n",
    "fig = plt.figure(figsize = (10,6))\n",
    "ax1 = fig.add_subplot(211)\n",
    "plt.bar(x,y_A,facecolor=\"r\")\n",
    "plt.bar(x,-y_B,facecolor=\"g\")\n",
    "fig.add_subplot(212)\n",
    "plt.plot(x,y_A-y_B,\"--go\",color=\"y\")\n",
    "plt.grid()\n",
    "plt.axhline(0,color=\"r\", linestyle=\"--\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
